Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295881 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
CO (ppm) is highly overall correlated with Time (s) and 9 other fields | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 7 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 9 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 6 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R5 (MOhm) is highly overall correlated with R1 (MOhm) and 12 other fields | High correlation |
R6 (MOhm) is highly overall correlated with R1 (MOhm) and 11 other fields | High correlation |
R7 (MOhm) is highly overall correlated with R1 (MOhm) and 12 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R11 (MOhm) is highly overall correlated with CO (ppm) and 10 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R13 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
Time (s) is highly overall correlated with CO (ppm) and 2 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Temperature (C) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -103.5961668) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32170 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:46:14.809553 |
|---|---|
| Analysis finished | 2022-12-20 08:48:04.178095 |
| Duration | 1 minute and 49.37 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295881 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45446.047 |
| Minimum | 0 |
|---|---|
| Maximum | 90910.13 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4551.252 |
| Q1 | 22718.873 |
| median | 45446.691 |
| Q3 | 68168.338 |
| 95-th percentile | 86360.226 |
| Maximum | 90910.13 |
| Range | 90910.13 |
| Interquartile range (IQR) | 45449.465 |
Descriptive statistics
| Standard deviation | 26242.341 |
|---|---|
| Coefficient of variation (CV) | 0.57743946 |
| Kurtosis | -1.2000861 |
| Mean | 45446.047 |
| Median Absolute Deviation (MAD) | 22724.74 |
| Skewness | 0.00037939955 |
| Sum | 1.3446622 × 1010 |
| Variance | 6.8866046 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60628.849 | 1 | < 0.1% |
| 60600.428 | 1 | < 0.1% |
| 60600.122 | 1 | < 0.1% |
| 60599.812 | 1 | < 0.1% |
| 60599.503 | 1 | < 0.1% |
| 60599.194 | 1 | < 0.1% |
| 60598.884 | 1 | < 0.1% |
| 60598.575 | 1 | < 0.1% |
| 60598.267 | 1 | < 0.1% |
| Other values (295871) | 295871 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.308 | 1 | |
| 0.618 | 1 | |
| 0.925 | 1 | |
| 1.234 | 1 | |
| 1.54 | 1 | |
| 1.85 | 1 | |
| 2.157 | 1 | |
| 2.467 | 1 | |
| 2.775 | 1 |
| Value | Count | Frequency (%) |
| 90910.13 | 1 | |
| 90909.822 | 1 | |
| 90909.514 | 1 | |
| 90909.204 | 1 | |
| 90908.896 | 1 | |
| 90908.589 | 1 | |
| 90908.279 | 1 | |
| 90907.969 | 1 | |
| 90907.66 | 1 | |
| 90907.351 | 1 |
| Distinct | 302 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9003629 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32170 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.4271612 |
|---|---|
| Coefficient of variation (CV) | 0.6491844 |
| Kurtosis | -1.2331721 |
| Mean | 9.9003629 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0092648747 |
| Sum | 2929329.3 |
| Variance | 41.308401 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32170 | |
| 8.89 | 29300 | |
| 2.22 | 29293 | |
| 13.33 | 29282 | |
| 6.67 | 29276 | |
| 20 | 29274 | |
| 15.56 | 29264 | |
| 4.44 | 29254 | |
| 17.78 | 29245 | |
| 11.11 | 29231 | |
| Other values (292) | 292 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32170 | |
| 0.0644 | 1 | < 0.1% |
| 0.3023 | 1 | < 0.1% |
| 0.3333 | 1 | < 0.1% |
| 0.3996 | 1 | < 0.1% |
| 0.4662 | 1 | < 0.1% |
| 0.515 | 1 | < 0.1% |
| 0.7148 | 1 | < 0.1% |
| 0.7504 | 1 | < 0.1% |
| 0.8712 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29274 | |
| 19.8489 | 1 | < 0.1% |
| 19.4139 | 1 | < 0.1% |
| 19.271 | 1 | < 0.1% |
| 18.8944 | 1 | < 0.1% |
| 18.7324 | 1 | < 0.1% |
| 18.6369 | 1 | < 0.1% |
| 18.32 | 1 | < 0.1% |
| 18.0464 | 1 | < 0.1% |
| 18.0005 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 20212 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.984487 |
| Minimum | 17.98 |
|---|---|
| Maximum | 71.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 17.98 |
|---|---|
| 5-th percentile | 24.07 |
| Q1 | 36.49 |
| median | 47.04 |
| Q3 | 55.58 |
| 95-th percentile | 64.9 |
| Maximum | 71.61 |
| Range | 53.63 |
| Interquartile range (IQR) | 19.09 |
Descriptive statistics
| Standard deviation | 12.22883 |
|---|---|
| Coefficient of variation (CV) | 0.26593381 |
| Kurtosis | -0.7569144 |
| Mean | 45.984487 |
| Median Absolute Deviation (MAD) | 9.55 |
| Skewness | -0.19606805 |
| Sum | 13605936 |
| Variance | 149.54428 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37.11 | 3298 | 1.1% |
| 31.68 | 2983 | 1.0% |
| 22.46 | 2497 | 0.8% |
| 34.98 | 2374 | 0.8% |
| 30.68 | 2320 | 0.8% |
| 38.17 | 1783 | 0.6% |
| 33.3 | 1769 | 0.6% |
| 50.51 | 1768 | 0.6% |
| 52.6 | 1750 | 0.6% |
| 33.91 | 1657 | 0.6% |
| Other values (20202) | 273682 |
| Value | Count | Frequency (%) |
| 17.98 | 59 | |
| 17.9802 | 1 | < 0.1% |
| 17.9804 | 1 | < 0.1% |
| 17.9805 | 1 | < 0.1% |
| 18.0164 | 1 | < 0.1% |
| 18.1131 | 1 | < 0.1% |
| 18.187 | 1 | < 0.1% |
| 18.2832 | 1 | < 0.1% |
| 18.3576 | 1 | < 0.1% |
| 18.4538 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 71.61 | 628 | |
| 71.6001 | 1 | < 0.1% |
| 71.5287 | 1 | < 0.1% |
| 71.4549 | 1 | < 0.1% |
| 71.3839 | 1 | < 0.1% |
| 71.3097 | 1 | < 0.1% |
| 71.2387 | 1 | < 0.1% |
| 71.1659 | 1 | < 0.1% |
| 71.14 | 596 | |
| 71.0892 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 6303 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.047505 |
| Minimum | 24.5 |
|---|---|
| Maximum | 25.74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 24.5 |
|---|---|
| 5-th percentile | 24.58 |
| Q1 | 24.66 |
| median | 24.98 |
| Q3 | 25.46 |
| 95-th percentile | 25.58 |
| Maximum | 25.74 |
| Range | 1.24 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.37533939 |
|---|---|
| Coefficient of variation (CV) | 0.014985101 |
| Kurtosis | -1.5148497 |
| Mean | 25.047505 |
| Median Absolute Deviation (MAD) | 0.36 |
| Skewness | 0.15105859 |
| Sum | 7411080.7 |
| Variance | 0.14087966 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24.62 | 36308 | 12.3% |
| 25.5 | 22002 | 7.4% |
| 25.54 | 20420 | 6.9% |
| 24.58 | 18737 | 6.3% |
| 24.86 | 18722 | 6.3% |
| 25.58 | 17015 | 5.8% |
| 24.66 | 12234 | 4.1% |
| 25.18 | 11819 | 4.0% |
| 25.14 | 11407 | 3.9% |
| 24.54 | 10530 | 3.6% |
| Other values (6293) | 116687 |
| Value | Count | Frequency (%) |
| 24.5 | 108 | |
| 24.5013 | 1 | < 0.1% |
| 24.5014 | 1 | < 0.1% |
| 24.5043 | 1 | < 0.1% |
| 24.5046 | 1 | < 0.1% |
| 24.505 | 1 | < 0.1% |
| 24.5052 | 1 | < 0.1% |
| 24.5055 | 1 | < 0.1% |
| 24.5057 | 1 | < 0.1% |
| 24.5064 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 25.74 | 468 | |
| 25.7384 | 1 | < 0.1% |
| 25.7333 | 1 | < 0.1% |
| 25.7314 | 1 | < 0.1% |
| 25.7312 | 1 | < 0.1% |
| 25.7311 | 1 | < 0.1% |
| 25.7308 | 1 | < 0.1% |
| 25.7306 | 1 | < 0.1% |
| 25.7286 | 1 | < 0.1% |
| 25.7285 | 1 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 11129 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.94559 |
| Minimum | 0 |
|---|---|
| Maximum | 273.9747 |
| Zeros | 10 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.7601 |
| Q1 | 239.8971 |
| median | 239.9724 |
| Q3 | 240.0436 |
| 95-th percentile | 240.176 |
| Maximum | 273.9747 |
| Range | 273.9747 |
| Interquartile range (IQR) | 0.1465 |
Descriptive statistics
| Standard deviation | 1.9171754 |
|---|---|
| Coefficient of variation (CV) | 0.0079900423 |
| Kurtosis | 12149.767 |
| Mean | 239.94559 |
| Median Absolute Deviation (MAD) | 0.0731 |
| Skewness | -103.59617 |
| Sum | 70995341 |
| Variance | 3.6755615 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 239.979 | 140 | < 0.1% |
| 239.991 | 140 | < 0.1% |
| 239.9781 | 139 | < 0.1% |
| 239.972 | 138 | < 0.1% |
| 239.981 | 137 | < 0.1% |
| 239.9488 | 136 | < 0.1% |
| 239.9764 | 136 | < 0.1% |
| 239.9589 | 136 | < 0.1% |
| 239.983 | 135 | < 0.1% |
| 239.9941 | 134 | < 0.1% |
| Other values (11119) | 294510 |
| Value | Count | Frequency (%) |
| 0 | 10 | |
| 0.1283 | 1 | < 0.1% |
| 0.3495 | 1 | < 0.1% |
| 0.5729 | 1 | < 0.1% |
| 25.1466 | 1 | < 0.1% |
| 62.743 | 1 | < 0.1% |
| 87.8832 | 1 | < 0.1% |
| 92.2045 | 1 | < 0.1% |
| 99.3822 | 1 | < 0.1% |
| 106.3486 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 273.9747 | 1 | |
| 269.0562 | 1 | |
| 263.8508 | 1 | |
| 262.0881 | 1 | |
| 260.0087 | 1 | |
| 259.3095 | 1 | |
| 257.5254 | 1 | |
| 257.5135 | 1 | |
| 256.8696 | 1 | |
| 256.5111 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1758 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3550277 |
| Minimum | 0.1982 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.1982 |
|---|---|
| 5-th percentile | 0.1992 |
| Q1 | 0.2 |
| median | 0.2 |
| Q3 | 0.207 |
| 95-th percentile | 0.8987 |
| Maximum | 0.9 |
| Range | 0.7018 |
| Interquartile range (IQR) | 0.007 |
Descriptive statistics
| Standard deviation | 0.28848925 |
|---|---|
| Coefficient of variation (CV) | 0.81258236 |
| Kurtosis | -0.20778727 |
| Mean | 0.3550277 |
| Median Absolute Deviation (MAD) | 0.0001 |
| Skewness | 1.3364058 |
| Sum | 105045.95 |
| Variance | 0.083226047 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 142814 | |
| 0.898 | 20836 | 7.0% |
| 0.899 | 10477 | 3.5% |
| 0.199 | 7979 | 2.7% |
| 0.201 | 5842 | 2.0% |
| 0.1999 | 4936 | 1.7% |
| 0.1991 | 4878 | 1.6% |
| 0.1995 | 4866 | 1.6% |
| 0.1997 | 4855 | 1.6% |
| 0.1998 | 4818 | 1.6% |
| Other values (1748) | 83580 |
| Value | Count | Frequency (%) |
| 0.1982 | 2 | < 0.1% |
| 0.1983 | 1 | < 0.1% |
| 0.1984 | 1 | < 0.1% |
| 0.1987 | 2 | < 0.1% |
| 0.1988 | 5 | < 0.1% |
| 0.1989 | 5 | < 0.1% |
| 0.199 | 7979 | |
| 0.1991 | 4878 | |
| 0.1992 | 4808 | |
| 0.1993 | 4811 |
| Value | Count | Frequency (%) |
| 0.9 | 22 | |
| 0.8999 | 33 | |
| 0.8998 | 36 | |
| 0.8997 | 42 | |
| 0.8996 | 27 | |
| 0.8995 | 33 | |
| 0.8994 | 32 | |
| 0.8993 | 28 | |
| 0.8992 | 37 | |
| 0.8991 | 40 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8515 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.465344 |
| Minimum | 0.0329 |
|---|---|
| Maximum | 122.8846 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0329 |
|---|---|
| 5-th percentile | 0.0792 |
| Q1 | 0.4372 |
| median | 2.2747 |
| Q3 | 31.553 |
| 95-th percentile | 73.1111 |
| Maximum | 122.8846 |
| Range | 122.8517 |
| Interquartile range (IQR) | 31.1158 |
Descriptive statistics
| Standard deviation | 24.914118 |
|---|---|
| Coefficient of variation (CV) | 1.4264888 |
| Kurtosis | 0.69420621 |
| Mean | 17.465344 |
| Median Absolute Deviation (MAD) | 2.1928 |
| Skewness | 1.3710209 |
| Sum | 5167663.5 |
| Variance | 620.71328 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 76.3332 | 881 | 0.3% |
| 76.9383 | 814 | 0.3% |
| 77.677 | 804 | 0.3% |
| 75.0345 | 784 | 0.3% |
| 78.3034 | 765 | 0.3% |
| 75.6194 | 762 | 0.3% |
| 73.7788 | 758 | 0.3% |
| 74.3444 | 736 | 0.2% |
| 73.1111 | 688 | 0.2% |
| 79.0683 | 685 | 0.2% |
| Other values (8505) | 288204 |
| Value | Count | Frequency (%) |
| 0.0329 | 1 | < 0.1% |
| 0.0334 | 1 | < 0.1% |
| 0.034 | 1 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0342 | 1 | < 0.1% |
| 0.0344 | 3 | |
| 0.0345 | 1 | < 0.1% |
| 0.0347 | 2 | |
| 0.0348 | 1 | < 0.1% |
| 0.0349 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 122.8846 | 1 | < 0.1% |
| 119.5851 | 1 | < 0.1% |
| 116.4568 | 7 | < 0.1% |
| 113.4868 | 9 | < 0.1% |
| 111.9292 | 9 | < 0.1% |
| 110.6632 | 14 | < 0.1% |
| 109.181 | 28 | |
| 107.9756 | 30 | |
| 106.5634 | 40 | |
| 105.4143 | 45 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8190 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.433934 |
| Minimum | 0.0581 |
|---|---|
| Maximum | 130.0566 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0581 |
|---|---|
| 5-th percentile | 0.1413 |
| Q1 | 0.5125 |
| median | 1.7048 |
| Q3 | 35.9202 |
| 95-th percentile | 81.1822 |
| Maximum | 130.0566 |
| Range | 129.9985 |
| Interquartile range (IQR) | 35.4077 |
Descriptive statistics
| Standard deviation | 28.403654 |
|---|---|
| Coefficient of variation (CV) | 1.4615494 |
| Kurtosis | 0.17421585 |
| Mean | 19.433934 |
| Median Absolute Deviation (MAD) | 1.5622 |
| Skewness | 1.2780584 |
| Sum | 5750131.7 |
| Variance | 806.76757 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 82.7015 | 1214 | 0.4% |
| 84.278 | 1174 | 0.4% |
| 81.1822 | 1169 | 0.4% |
| 83.5541 | 1165 | 0.4% |
| 82.004 | 1165 | 0.4% |
| 80.5097 | 1135 | 0.4% |
| 85.1632 | 1131 | 0.4% |
| 79.7171 | 1067 | 0.4% |
| 79.0683 | 1013 | 0.3% |
| 85.915 | 970 | 0.3% |
| Other values (8180) | 284678 |
| Value | Count | Frequency (%) |
| 0.0581 | 1 | |
| 0.0587 | 1 | |
| 0.0606 | 1 | |
| 0.0608 | 2 | |
| 0.0611 | 1 | |
| 0.0618 | 1 | |
| 0.0621 | 2 | |
| 0.0622 | 2 | |
| 0.0626 | 2 | |
| 0.0628 | 1 |
| Value | Count | Frequency (%) |
| 130.0566 | 1 | < 0.1% |
| 126.3697 | 1 | < 0.1% |
| 121.0628 | 1 | < 0.1% |
| 119.5851 | 2 | < 0.1% |
| 117.8584 | 3 | < 0.1% |
| 116.4568 | 4 | < 0.1% |
| 114.818 | 2 | < 0.1% |
| 113.4868 | 8 | < 0.1% |
| 111.9292 | 16 | |
| 110.6632 | 28 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8221 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.655438 |
| Minimum | 0.0549 |
|---|---|
| Maximum | 159.2042 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0549 |
|---|---|
| 5-th percentile | 0.1119 |
| Q1 | 0.626 |
| median | 5.1667 |
| Q3 | 48.1171 |
| 95-th percentile | 83.7703 |
| Maximum | 159.2042 |
| Range | 159.1493 |
| Interquartile range (IQR) | 47.4911 |
Descriptive statistics
| Standard deviation | 29.541469 |
|---|---|
| Coefficient of variation (CV) | 1.2488236 |
| Kurtosis | -0.47826597 |
| Mean | 23.655438 |
| Median Absolute Deviation (MAD) | 5.053 |
| Skewness | 0.97725295 |
| Sum | 6999194.7 |
| Variance | 872.69836 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 84.6501 | 1212 | 0.4% |
| 85.3974 | 1204 | 0.4% |
| 86.3116 | 1195 | 0.4% |
| 83.0507 | 1186 | 0.4% |
| 83.7703 | 1166 | 0.4% |
| 87.0883 | 1161 | 0.4% |
| 82.2033 | 1086 | 0.4% |
| 88.0388 | 1057 | 0.4% |
| 81.51 | 1053 | 0.4% |
| 80.0247 | 1004 | 0.3% |
| Other values (8211) | 284557 |
| Value | Count | Frequency (%) |
| 0.0549 | 1 | |
| 0.0553 | 1 | |
| 0.0555 | 1 | |
| 0.0566 | 1 | |
| 0.0568 | 1 | |
| 0.0569 | 1 | |
| 0.057 | 1 | |
| 0.0572 | 1 | |
| 0.0573 | 1 | |
| 0.0576 | 2 |
| Value | Count | Frequency (%) |
| 159.2042 | 1 | < 0.1% |
| 151.3177 | 1 | < 0.1% |
| 120.3335 | 1 | < 0.1% |
| 112.8031 | 6 | < 0.1% |
| 111.2549 | 18 | < 0.1% |
| 109.9965 | 29 | < 0.1% |
| 108.5233 | 56 | |
| 107.3251 | 55 | |
| 105.9214 | 86 | |
| 104.7792 | 113 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 7544 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.63101 |
| Minimum | 0.0392 |
|---|---|
| Maximum | 87.5664 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0392 |
|---|---|
| 5-th percentile | 0.1017 |
| Q1 | 2.2828 |
| median | 24.9762 |
| Q3 | 38.0062 |
| 95-th percentile | 55.3201 |
| Maximum | 87.5664 |
| Range | 87.5272 |
| Interquartile range (IQR) | 35.7234 |
Descriptive statistics
| Standard deviation | 19.103361 |
|---|---|
| Coefficient of variation (CV) | 0.80840224 |
| Kurtosis | -0.96929616 |
| Mean | 23.63101 |
| Median Absolute Deviation (MAD) | 16.8545 |
| Skewness | 0.2591595 |
| Sum | 6991966.8 |
| Variance | 364.93841 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37.4095 | 1181 | 0.4% |
| 38.585 | 1172 | 0.4% |
| 36.3021 | 1167 | 0.4% |
| 36.8645 | 1165 | 0.4% |
| 38.1853 | 1160 | 0.4% |
| 38.8066 | 1151 | 0.4% |
| 37.2375 | 1144 | 0.4% |
| 38.4023 | 1131 | 0.4% |
| 36.6641 | 1129 | 0.4% |
| 36.1399 | 1129 | 0.4% |
| Other values (7534) | 284352 |
| Value | Count | Frequency (%) |
| 0.0392 | 1 | < 0.1% |
| 0.0398 | 1 | < 0.1% |
| 0.0401 | 2 | |
| 0.0403 | 1 | < 0.1% |
| 0.0404 | 1 | < 0.1% |
| 0.0405 | 1 | < 0.1% |
| 0.0406 | 1 | < 0.1% |
| 0.0407 | 1 | < 0.1% |
| 0.041 | 2 | |
| 0.0411 | 3 |
| Value | Count | Frequency (%) |
| 87.5664 | 2 | < 0.1% |
| 85.5816 | 2 | < 0.1% |
| 84.5361 | 2 | < 0.1% |
| 83.6839 | 16 | < 0.1% |
| 82.6836 | 11 | < 0.1% |
| 81.8678 | 38 | |
| 80.9098 | 38 | |
| 80.1281 | 48 | |
| 79.2097 | 58 | |
| 78.4601 | 44 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 7791 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.885354 |
| Minimum | 0.0487 |
|---|---|
| Maximum | 213.2301 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0487 |
|---|---|
| 5-th percentile | 0.1152 |
| Q1 | 2.075 |
| median | 36.629 |
| Q3 | 54.3512 |
| 95-th percentile | 81.8393 |
| Maximum | 213.2301 |
| Range | 213.1814 |
| Interquartile range (IQR) | 52.2762 |
Descriptive statistics
| Standard deviation | 28.317778 |
|---|---|
| Coefficient of variation (CV) | 0.83569372 |
| Kurtosis | -1.0253043 |
| Mean | 33.885354 |
| Median Absolute Deviation (MAD) | 25.932 |
| Skewness | 0.28289761 |
| Sum | 10026032 |
| Variance | 801.89654 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.8849 | 1472 | 0.5% |
| 49.9804 | 1461 | 0.5% |
| 49.7203 | 1455 | 0.5% |
| 52.1043 | 1445 | 0.5% |
| 50.296 | 1429 | 0.5% |
| 53.0277 | 1427 | 0.5% |
| 49.4117 | 1423 | 0.5% |
| 51.4875 | 1415 | 0.5% |
| 51.1571 | 1397 | 0.5% |
| 49.1574 | 1388 | 0.5% |
| Other values (7781) | 281569 |
| Value | Count | Frequency (%) |
| 0.0487 | 1 | |
| 0.0488 | 1 | |
| 0.0494 | 1 | |
| 0.0496 | 1 | |
| 0.0501 | 2 | |
| 0.0502 | 1 | |
| 0.0503 | 2 | |
| 0.0505 | 1 | |
| 0.0507 | 2 | |
| 0.0508 | 1 |
| Value | Count | Frequency (%) |
| 213.2301 | 1 | < 0.1% |
| 169.2115 | 1 | < 0.1% |
| 127.7625 | 1 | < 0.1% |
| 126.116 | 3 | < 0.1% |
| 124.1949 | 10 | < 0.1% |
| 122.6378 | 8 | < 0.1% |
| 120.8197 | 11 | < 0.1% |
| 119.345 | 8 | < 0.1% |
| 117.6218 | 17 | |
| 116.223 | 30 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 7769 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.411745 |
| Minimum | 0.0473 |
|---|---|
| Maximum | 183.1201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0473 |
|---|---|
| 5-th percentile | 0.124 |
| Q1 | 1.7326 |
| median | 26.3722 |
| Q3 | 51.7707 |
| 95-th percentile | 80.6531 |
| Maximum | 183.1201 |
| Range | 183.0728 |
| Interquartile range (IQR) | 50.0381 |
Descriptive statistics
| Standard deviation | 27.963244 |
|---|---|
| Coefficient of variation (CV) | 0.91948833 |
| Kurtosis | -0.95378077 |
| Mean | 30.411745 |
| Median Absolute Deviation (MAD) | 24.9386 |
| Skewness | 0.48557115 |
| Sum | 8998257.4 |
| Variance | 781.94302 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51.4753 | 1281 | 0.4% |
| 50.2138 | 1264 | 0.4% |
| 50.8369 | 1254 | 0.4% |
| 49.6055 | 1250 | 0.4% |
| 48.6935 | 1229 | 0.4% |
| 49.8802 | 1221 | 0.4% |
| 51.7707 | 1216 | 0.4% |
| 49.0116 | 1211 | 0.4% |
| 50.4951 | 1195 | 0.4% |
| 48.1206 | 1194 | 0.4% |
| Other values (7759) | 283566 |
| Value | Count | Frequency (%) |
| 0.0473 | 1 | |
| 0.0486 | 1 | |
| 0.0493 | 1 | |
| 0.0497 | 1 | |
| 0.0503 | 1 | |
| 0.0504 | 1 | |
| 0.0505 | 1 | |
| 0.0507 | 1 | |
| 0.0508 | 1 | |
| 0.0511 | 1 |
| Value | Count | Frequency (%) |
| 183.1201 | 1 | < 0.1% |
| 142.9112 | 1 | < 0.1% |
| 135.7609 | 1 | < 0.1% |
| 116.8232 | 1 | < 0.1% |
| 115.3585 | 3 | < 0.1% |
| 113.6483 | 9 | < 0.1% |
| 112.2611 | 13 | < 0.1% |
| 110.6402 | 41 | |
| 109.3244 | 65 | |
| 107.7859 | 96 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 7670 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.992486 |
| Minimum | 0.0522 |
|---|---|
| Maximum | 174.8127 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0522 |
|---|---|
| 5-th percentile | 0.1226 |
| Q1 | 2.2217 |
| median | 35.9328 |
| Q3 | 55.0846 |
| 95-th percentile | 82.883 |
| Maximum | 174.8127 |
| Range | 174.7605 |
| Interquartile range (IQR) | 52.8629 |
Descriptive statistics
| Standard deviation | 28.489715 |
|---|---|
| Coefficient of variation (CV) | 0.83811802 |
| Kurtosis | -1.0821033 |
| Mean | 33.992486 |
| Median Absolute Deviation (MAD) | 26.2506 |
| Skewness | 0.28064596 |
| Sum | 10057731 |
| Variance | 811.66386 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 53.7185 | 1489 | 0.5% |
| 50.8483 | 1479 | 0.5% |
| 52.0732 | 1451 | 0.5% |
| 51.7898 | 1434 | 0.5% |
| 53.3574 | 1434 | 0.5% |
| 53.0601 | 1430 | 0.5% |
| 50.5778 | 1425 | 0.5% |
| 51.1767 | 1424 | 0.5% |
| 52.7077 | 1412 | 0.5% |
| 49.6787 | 1403 | 0.5% |
| Other values (7660) | 281500 |
| Value | Count | Frequency (%) |
| 0.0522 | 1 | |
| 0.0528 | 1 | |
| 0.0536 | 1 | |
| 0.0538 | 2 | |
| 0.0541 | 1 | |
| 0.0544 | 1 | |
| 0.0545 | 1 | |
| 0.0546 | 1 | |
| 0.0547 | 1 | |
| 0.0552 | 1 |
| Value | Count | Frequency (%) |
| 174.8127 | 1 | < 0.1% |
| 116.9118 | 1 | < 0.1% |
| 115.5214 | 4 | < 0.1% |
| 113.8957 | 5 | < 0.1% |
| 112.5752 | 15 | < 0.1% |
| 111.0301 | 27 | < 0.1% |
| 109.7743 | 64 | |
| 108.304 | 106 | |
| 107.1083 | 117 | |
| 105.7075 | 141 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6188 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.469294 |
| Minimum | 0.0337 |
|---|---|
| Maximum | 124.7718 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0337 |
|---|---|
| 5-th percentile | 0.0998 |
| Q1 | 13.0077 |
| median | 29.6461 |
| Q3 | 44.2479 |
| 95-th percentile | 65.5821 |
| Maximum | 124.7718 |
| Range | 124.7381 |
| Interquartile range (IQR) | 31.2402 |
Descriptive statistics
| Standard deviation | 21.363598 |
|---|---|
| Coefficient of variation (CV) | 0.72494434 |
| Kurtosis | -0.76488539 |
| Mean | 29.469294 |
| Median Absolute Deviation (MAD) | 14.9946 |
| Skewness | 0.14808732 |
| Sum | 8719404.2 |
| Variance | 456.40331 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 52.6564 | 1104 | 0.4% |
| 42.823 | 1089 | 0.4% |
| 42.5736 | 1080 | 0.4% |
| 44.4719 | 1076 | 0.4% |
| 42.1236 | 1073 | 0.4% |
| 56.7773 | 1067 | 0.4% |
| 50.3742 | 1066 | 0.4% |
| 53.3555 | 1065 | 0.4% |
| 50.0315 | 1065 | 0.4% |
| 51.6712 | 1062 | 0.4% |
| Other values (6178) | 285134 |
| Value | Count | Frequency (%) |
| 0.0337 | 1 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0343 | 1 | < 0.1% |
| 0.0344 | 1 | < 0.1% |
| 0.0345 | 1 | < 0.1% |
| 0.0346 | 1 | < 0.1% |
| 0.0347 | 1 | < 0.1% |
| 0.0348 | 2 | |
| 0.0349 | 2 | |
| 0.035 | 4 |
| Value | Count | Frequency (%) |
| 124.7718 | 1 | < 0.1% |
| 109.8598 | 1 | < 0.1% |
| 104.2574 | 1 | < 0.1% |
| 101.6635 | 2 | < 0.1% |
| 100.3018 | 3 | < 0.1% |
| 99.1944 | 2 | < 0.1% |
| 97.8971 | 4 | < 0.1% |
| 96.8414 | 8 | |
| 95.604 | 8 | |
| 94.5965 | 14 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6237 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.073508 |
| Minimum | 0.0289 |
|---|---|
| Maximum | 112.0602 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0289 |
|---|---|
| 5-th percentile | 0.0968 |
| Q1 | 8.6245 |
| median | 23.0885 |
| Q3 | 38.5113 |
| 95-th percentile | 62.2706 |
| Maximum | 112.0602 |
| Range | 112.0313 |
| Interquartile range (IQR) | 29.8868 |
Descriptive statistics
| Standard deviation | 19.927259 |
|---|---|
| Coefficient of variation (CV) | 0.79475353 |
| Kurtosis | -0.60607836 |
| Mean | 25.073508 |
| Median Absolute Deviation (MAD) | 15.2265 |
| Skewness | 0.45063267 |
| Sum | 7418774.6 |
| Variance | 397.09565 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0975 | 2821 | 1.0% |
| 0.0973 | 2689 | 0.9% |
| 0.0977 | 2682 | 0.9% |
| 0.0976 | 2677 | 0.9% |
| 0.0972 | 2629 | 0.9% |
| 0.0971 | 2515 | 0.9% |
| 0.0978 | 2393 | 0.8% |
| 0.097 | 2325 | 0.8% |
| 0.098 | 2251 | 0.8% |
| 0.0981 | 2031 | 0.7% |
| Other values (6227) | 270868 |
| Value | Count | Frequency (%) |
| 0.0289 | 1 | < 0.1% |
| 0.0293 | 2 | |
| 0.0296 | 2 | |
| 0.0297 | 3 | |
| 0.0298 | 3 | |
| 0.0299 | 3 | |
| 0.03 | 4 | |
| 0.0301 | 2 | |
| 0.0302 | 2 | |
| 0.0303 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 112.0602 | 2 | < 0.1% |
| 92.4455 | 1 | < 0.1% |
| 90.4623 | 1 | < 0.1% |
| 89.5884 | 1 | < 0.1% |
| 88.5615 | 1 | < 0.1% |
| 85.9337 | 2 | < 0.1% |
| 84.9877 | 2 | < 0.1% |
| 84.2149 | 3 | < 0.1% |
| 83.3057 | 8 | |
| 82.5627 | 14 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6466 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.475511 |
| Minimum | 0.0373 |
|---|---|
| Maximum | 105.9214 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0373 |
|---|---|
| 5-th percentile | 0.1184 |
| Q1 | 8.2176 |
| median | 25.0764 |
| Q3 | 41.2095 |
| 95-th percentile | 62.7987 |
| Maximum | 105.9214 |
| Range | 105.8841 |
| Interquartile range (IQR) | 32.9919 |
Descriptive statistics
| Standard deviation | 20.612592 |
|---|---|
| Coefficient of variation (CV) | 0.77855316 |
| Kurtosis | -0.81608773 |
| Mean | 26.475511 |
| Median Absolute Deviation (MAD) | 16.3501 |
| Skewness | 0.32760852 |
| Sum | 7833600.6 |
| Variance | 424.87897 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1205 | 1776 | 0.6% |
| 0.1204 | 1772 | 0.6% |
| 0.1206 | 1771 | 0.6% |
| 0.1201 | 1716 | 0.6% |
| 0.1208 | 1698 | 0.6% |
| 0.1202 | 1664 | 0.6% |
| 0.1209 | 1608 | 0.5% |
| 0.1199 | 1538 | 0.5% |
| 0.1198 | 1452 | 0.5% |
| 0.121 | 1443 | 0.5% |
| Other values (6456) | 279443 |
| Value | Count | Frequency (%) |
| 0.0373 | 1 | |
| 0.0379 | 2 | |
| 0.0383 | 1 | |
| 0.0384 | 2 | |
| 0.0385 | 1 | |
| 0.0386 | 1 | |
| 0.0387 | 1 | |
| 0.0388 | 2 | |
| 0.039 | 1 | |
| 0.0392 | 1 |
| Value | Count | Frequency (%) |
| 105.9214 | 1 | < 0.1% |
| 102.3503 | 1 | < 0.1% |
| 95.6897 | 1 | < 0.1% |
| 92.5828 | 2 | < 0.1% |
| 91.7066 | 1 | < 0.1% |
| 90.6767 | 4 | < 0.1% |
| 89.8357 | 5 | < 0.1% |
| 88.8467 | 3 | < 0.1% |
| 88.0388 | 13 | |
| 87.0883 | 8 |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6208 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.603242 |
| Minimum | 0.0309 |
|---|---|
| Maximum | 98.1088 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0309 |
|---|---|
| 5-th percentile | 0.1084 |
| Q1 | 11.3149 |
| median | 29.693 |
| Q3 | 45.2361 |
| 95-th percentile | 66.8349 |
| Maximum | 98.1088 |
| Range | 98.0779 |
| Interquartile range (IQR) | 33.9212 |
Descriptive statistics
| Standard deviation | 21.798691 |
|---|---|
| Coefficient of variation (CV) | 0.7363616 |
| Kurtosis | -0.83216787 |
| Mean | 29.603242 |
| Median Absolute Deviation (MAD) | 16.0214 |
| Skewness | 0.17271482 |
| Sum | 8759037 |
| Variance | 475.18293 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1093 | 2799 | 0.9% |
| 0.1094 | 2750 | 0.9% |
| 0.1092 | 2699 | 0.9% |
| 0.109 | 2630 | 0.9% |
| 0.1089 | 2506 | 0.8% |
| 0.1088 | 2288 | 0.8% |
| 0.1096 | 2242 | 0.8% |
| 0.1086 | 2097 | 0.7% |
| 0.1085 | 1835 | 0.6% |
| 0.1097 | 1812 | 0.6% |
| Other values (6198) | 272223 |
| Value | Count | Frequency (%) |
| 0.0309 | 1 | < 0.1% |
| 0.0315 | 1 | < 0.1% |
| 0.0317 | 2 | < 0.1% |
| 0.0318 | 2 | < 0.1% |
| 0.0319 | 2 | < 0.1% |
| 0.032 | 2 | < 0.1% |
| 0.0321 | 1 | < 0.1% |
| 0.0323 | 1 | < 0.1% |
| 0.0324 | 3 | |
| 0.0325 | 5 |
| Value | Count | Frequency (%) |
| 98.1088 | 1 | < 0.1% |
| 95.9797 | 1 | < 0.1% |
| 94.8564 | 1 | < 0.1% |
| 93.9401 | 2 | < 0.1% |
| 92.8633 | 15 | < 0.1% |
| 91.9845 | 15 | < 0.1% |
| 90.9514 | 21 | < 0.1% |
| 90.1079 | 37 | |
| 89.1159 | 37 | |
| 88.3056 | 71 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6330 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.392214 |
| Minimum | 0.0335 |
|---|---|
| Maximum | 97.1312 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0335 |
|---|---|
| 5-th percentile | 0.108 |
| Q1 | 10.3634 |
| median | 27.8791 |
| Q3 | 42.0413 |
| 95-th percentile | 59.235 |
| Maximum | 97.1312 |
| Range | 97.0977 |
| Interquartile range (IQR) | 31.6779 |
Descriptive statistics
| Standard deviation | 19.880485 |
|---|---|
| Coefficient of variation (CV) | 0.72577135 |
| Kurtosis | -0.83278442 |
| Mean | 27.392214 |
| Median Absolute Deviation (MAD) | 14.8165 |
| Skewness | 0.1123428 |
| Sum | 8104835.8 |
| Variance | 395.23366 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1094 | 1273 | 0.4% |
| 0.1095 | 1262 | 0.4% |
| 0.1093 | 1219 | 0.4% |
| 0.1096 | 1185 | 0.4% |
| 0.1098 | 1177 | 0.4% |
| 0.1091 | 1174 | 0.4% |
| 0.1099 | 1141 | 0.4% |
| 41.2376 | 1106 | 0.4% |
| 50.3466 | 1097 | 0.4% |
| 0.1101 | 1094 | 0.4% |
| Other values (6320) | 284153 |
| Value | Count | Frequency (%) |
| 0.0335 | 1 | |
| 0.0337 | 1 | |
| 0.0338 | 1 | |
| 0.034 | 2 | |
| 0.0341 | 1 | |
| 0.0342 | 2 | |
| 0.0346 | 1 | |
| 0.0347 | 2 | |
| 0.0349 | 2 | |
| 0.0351 | 2 |
| Value | Count | Frequency (%) |
| 97.1312 | 1 | < 0.1% |
| 92.1698 | 2 | < 0.1% |
| 91.1346 | 1 | < 0.1% |
| 90.2894 | 4 | < 0.1% |
| 89.2954 | 9 | < 0.1% |
| 88.4834 | 14 | < 0.1% |
| 87.5281 | 25 | |
| 86.7475 | 38 | |
| 85.8287 | 29 | |
| 85.0777 | 53 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6366 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.173082 |
| Minimum | 0.0334 |
|---|---|
| Maximum | 93.9967 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0334 |
|---|---|
| 5-th percentile | 0.1018 |
| Q1 | 8.5177 |
| median | 24.1951 |
| Q3 | 38.9187 |
| 95-th percentile | 58.9429 |
| Maximum | 93.9967 |
| Range | 93.9633 |
| Interquartile range (IQR) | 30.401 |
Descriptive statistics
| Standard deviation | 19.268826 |
|---|---|
| Coefficient of variation (CV) | 0.76545359 |
| Kurtosis | -0.7594048 |
| Mean | 25.173082 |
| Median Absolute Deviation (MAD) | 14.886 |
| Skewness | 0.3016093 |
| Sum | 7448236.6 |
| Variance | 371.28764 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1037 | 1244 | 0.4% |
| 0.1035 | 1141 | 0.4% |
| 0.104 | 1139 | 0.4% |
| 0.1042 | 1131 | 0.4% |
| 0.1038 | 1118 | 0.4% |
| 0.1039 | 1106 | 0.4% |
| 0.1034 | 1102 | 0.4% |
| 0.1043 | 1098 | 0.4% |
| 0.1044 | 1096 | 0.4% |
| 0.1032 | 1093 | 0.4% |
| Other values (6356) | 284613 |
| Value | Count | Frequency (%) |
| 0.0334 | 1 | |
| 0.0339 | 1 | |
| 0.0341 | 1 | |
| 0.0343 | 1 | |
| 0.0352 | 2 | |
| 0.0353 | 1 | |
| 0.0355 | 1 | |
| 0.0356 | 2 | |
| 0.0357 | 2 | |
| 0.0358 | 1 |
| Value | Count | Frequency (%) |
| 93.9967 | 1 | < 0.1% |
| 86.5605 | 1 | < 0.1% |
| 84.1371 | 1 | < 0.1% |
| 83.2626 | 2 | < 0.1% |
| 82.5474 | 2 | < 0.1% |
| 81.7051 | 5 | < 0.1% |
| 81.016 | 7 | < 0.1% |
| 80.2041 | 19 | |
| 79.5397 | 18 | |
| 78.7567 | 37 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6195 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.150379 |
| Minimum | 0.0322 |
|---|---|
| Maximum | 95.4717 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0322 |
|---|---|
| 5-th percentile | 0.1072 |
| Q1 | 10.2841 |
| median | 28.8391 |
| Q3 | 46.7759 |
| 95-th percentile | 70.6179 |
| Maximum | 95.4717 |
| Range | 95.4395 |
| Interquartile range (IQR) | 36.4918 |
Descriptive statistics
| Standard deviation | 22.995919 |
|---|---|
| Coefficient of variation (CV) | 0.76270744 |
| Kurtosis | -0.92719631 |
| Mean | 30.150379 |
| Median Absolute Deviation (MAD) | 18.1711 |
| Skewness | 0.25045789 |
| Sum | 8920924.3 |
| Variance | 528.81227 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.108 | 2507 | 0.8% |
| 0.1082 | 2490 | 0.8% |
| 0.1083 | 2384 | 0.8% |
| 0.1079 | 2274 | 0.8% |
| 0.1084 | 2146 | 0.7% |
| 0.1078 | 2112 | 0.7% |
| 0.1086 | 2072 | 0.7% |
| 0.1077 | 2065 | 0.7% |
| 0.1087 | 2025 | 0.7% |
| 0.1075 | 1953 | 0.7% |
| Other values (6185) | 273853 |
| Value | Count | Frequency (%) |
| 0.0322 | 1 | < 0.1% |
| 0.0326 | 1 | < 0.1% |
| 0.0327 | 2 | < 0.1% |
| 0.0328 | 1 | < 0.1% |
| 0.033 | 5 | |
| 0.0332 | 1 | < 0.1% |
| 0.0333 | 5 | |
| 0.0334 | 4 | |
| 0.0335 | 4 | |
| 0.0336 | 7 |
| Value | Count | Frequency (%) |
| 95.4717 | 1 | < 0.1% |
| 93.4235 | 1 | < 0.1% |
| 92.521 | 1 | < 0.1% |
| 91.4606 | 9 | < 0.1% |
| 90.595 | 2 | < 0.1% |
| 89.5776 | 7 | < 0.1% |
| 88.7468 | 3 | < 0.1% |
| 87.7697 | 10 | < 0.1% |
| 86.9716 | 15 | < 0.1% |
| 86.0327 | 42 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 57.71 | 25.74 | 243.7841 | 0.1996 | 0.7838 | 0.7539 | 1.4077 | 14.9552 | 24.0186 | 12.8556 | 21.3346 | 45.2505 | 39.0446 | 45.3583 | 54.6684 | 43.3060 | 40.0160 | 55.5538 |
| 1 | 0.308 | 0.0 | 57.71 | 25.74 | 242.0450 | 0.1992 | 0.7422 | 0.7296 | 1.3184 | 14.4198 | 22.7065 | 11.6865 | 19.7858 | 46.2986 | 37.4553 | 45.3583 | 53.6275 | 42.2283 | 39.0811 | 53.4763 |
| 2 | 0.618 | 0.0 | 57.71 | 25.74 | 241.6304 | 0.2000 | 0.7075 | 0.7088 | 1.2378 | 13.2228 | 20.7661 | 10.6082 | 18.2338 | 44.7437 | 37.8010 | 44.6321 | 49.3620 | 42.2283 | 39.8120 | 55.2289 |
| 3 | 0.925 | 0.0 | 57.71 | 25.74 | 241.2198 | 0.2000 | 0.6769 | 0.6897 | 1.1704 | 12.4455 | 19.4335 | 9.6852 | 17.1072 | 45.4846 | 36.7821 | 43.9691 | 48.8064 | 42.4548 | 39.0811 | 54.5271 |
| 4 | 1.234 | 0.0 | 57.71 | 25.74 | 240.8282 | 0.2000 | 0.6498 | 0.6732 | 1.1119 | 11.8099 | 17.8603 | 8.7965 | 15.7578 | 43.0331 | 39.0446 | 44.1742 | 49.9301 | 42.2283 | 38.9187 | 53.8426 |
| 5 | 1.540 | 0.0 | 57.71 | 25.74 | 240.8939 | 0.2000 | 0.6266 | 0.6568 | 1.0597 | 10.9006 | 16.5431 | 8.1216 | 14.4110 | 42.1236 | 36.4543 | 44.6321 | 52.9744 | 42.8763 | 37.8786 | 52.8174 |
| 6 | 1.850 | 0.0 | 57.71 | 25.74 | 240.9605 | 0.2000 | 0.6047 | 0.6430 | 1.0136 | 10.2568 | 15.0176 | 7.3525 | 13.1911 | 47.0913 | 36.1321 | 42.0161 | 48.0198 | 41.0236 | 38.0327 | 53.4763 |
| 7 | 2.157 | 0.0 | 57.71 | 25.74 | 241.0264 | 0.1998 | 0.5857 | 0.6298 | 0.9742 | 9.6383 | 14.0302 | 6.8308 | 12.0981 | 41.9221 | 36.6026 | 43.0884 | 52.0519 | 41.4176 | 37.3636 | 52.5231 |
| 8 | 2.467 | 0.0 | 57.71 | 25.74 | 241.0172 | 0.2000 | 0.5682 | 0.6184 | 0.9376 | 8.9201 | 12.7733 | 6.2287 | 11.2095 | 45.2505 | 35.0332 | 41.8301 | 48.2630 | 40.8469 | 38.3760 | 53.4763 |
| 9 | 2.775 | 0.0 | 57.71 | 25.74 | 240.9889 | 0.2000 | 0.5522 | 0.6073 | 0.9059 | 8.3796 | 12.0746 | 5.7436 | 10.1758 | 43.7627 | 36.7821 | 43.2855 | 52.0519 | 39.8842 | 37.2148 | 51.8869 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295871 | 90907.351 | 0.0 | 62.06 | 25.1 | 0.0 | 0.8990 | 0.0930 | 0.1495 | 0.1268 | 0.1079 | 0.1244 | 0.1298 | 0.1335 | 0.1118 | 0.1000 | 0.1239 | 0.1117 | 0.1160 | 0.1100 | 0.1110 |
| 295872 | 90907.660 | 0.0 | 62.06 | 25.1 | 0.0 | 0.8982 | 0.0940 | 0.1507 | 0.1281 | 0.1085 | 0.1255 | 0.1304 | 0.1344 | 0.1118 | 0.1001 | 0.1239 | 0.1115 | 0.1160 | 0.1102 | 0.1110 |
| 295873 | 90907.969 | 0.0 | 62.06 | 25.1 | 0.0 | 0.8980 | 0.0950 | 0.1515 | 0.1292 | 0.1093 | 0.1265 | 0.1310 | 0.1354 | 0.1118 | 0.1001 | 0.1239 | 0.1113 | 0.1159 | 0.1100 | 0.1110 |
| 295874 | 90908.279 | 0.0 | 62.06 | 25.1 | 0.0 | 0.8980 | 0.0957 | 0.1523 | 0.1303 | 0.1097 | 0.1275 | 0.1316 | 0.1362 | 0.1119 | 0.1001 | 0.1238 | 0.1113 | 0.1158 | 0.1102 | 0.1110 |
| 295875 | 90908.589 | 0.0 | 62.06 | 25.1 | 0.0 | 0.8982 | 0.0965 | 0.1531 | 0.1312 | 0.1103 | 0.0581 | 0.0730 | 0.1131 | 0.1119 | 0.1001 | 0.1238 | 0.1113 | 0.0623 | 0.1110 | 0.1200 |
| 295876 | 90908.896 | 0.0 | 62.06 | 25.1 | 0.0 | 0.8981 | 0.2018 | 0.5607 | 0.8668 | 0.6331 | 0.9859 | 1.1367 | 1.6256 | 1.0065 | 1.0946 | 1.4849 | 2.6780 | 4.4780 | 6.0728 | 7.6403 |
| 295877 | 90909.204 | 0.0 | 62.06 | 25.1 | 0.0 | 0.2119 | 2.1497 | 5.1727 | 7.9969 | 5.4928 | 7.9933 | 8.9320 | 11.9270 | 23.7481 | 21.1688 | 23.8594 | 33.2957 | 38.4578 | 37.0376 | 45.7715 |
| 295878 | 90909.514 | 0.0 | 62.06 | 25.1 | 0.0 | 0.2077 | 11.7504 | 23.8667 | 33.7225 | 19.7813 | 31.1327 | 33.3141 | 41.1262 | 66.6625 | 55.6241 | 60.1967 | 60.7607 | 64.0377 | 58.9429 | 71.7899 |
| 295879 | 90909.822 | 0.0 | 62.06 | 25.1 | 0.0 | 0.2040 | 34.9088 | 52.4949 | 64.1416 | 33.6400 | 59.1755 | 62.4119 | 69.6844 | 73.9623 | 65.1843 | 70.3356 | 77.4430 | 73.7047 | 61.9316 | 74.9537 |
| 295880 | 90910.130 | 0.0 | 62.06 | 25.1 | 0.0 | 0.2024 | 56.5763 | 73.7788 | 83.0507 | 41.1669 | 79.5571 | 78.4368 | 78.4332 | 74.5800 | 68.3795 | 73.3343 | 79.4770 | 73.7047 | 61.5319 | 73.6785 |